Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	23895
Missing cells	129792
Missing cells (%)	19.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.8 MiB
Average record size in memory	254.1 B

Variable types

Numeric	21
DateTime	1
Categorical	6

Alerts

`shoton_away` is highly overall correlated with `shoton_home` and 6 other fields	High correlation
`shoton_home` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`shotoff_away` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`shotoff_home` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`foulcommit_home` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`foulcommit_away` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`cross_home` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`cross_away` is highly overall correlated with `shoton_away` and 6 other fields	High correlation
`possession_home` is highly overall correlated with `possession_away`	High correlation
`possession_away` is highly overall correlated with `possession_home`	High correlation
`homewin` is highly overall correlated with `winning_team` and 2 other fields	High correlation
`winning_team` is highly overall correlated with `homewin` and 2 other fields	High correlation
`home_team_result` is highly overall correlated with `homewin` and 2 other fields	High correlation
`away_team_result` is highly overall correlated with `homewin` and 2 other fields	High correlation
`shoton_away` has 9740 (40.8%) missing values	Missing
`shoton_home` has 9740 (40.8%) missing values	Missing
`shotoff_away` has 9740 (40.8%) missing values	Missing
`shotoff_home` has 9740 (40.8%) missing values	Missing
`foulcommit_home` has 9740 (40.8%) missing values	Missing
`foulcommit_away` has 9740 (40.8%) missing values	Missing
`card_home` has 9740 (40.8%) missing values	Missing
`card_away` has 9740 (40.8%) missing values	Missing
`cross_home` has 9740 (40.8%) missing values	Missing
`cross_away` has 9740 (40.8%) missing values	Missing
`possession_home` has 15496 (64.9%) missing values	Missing
`possession_away` has 15496 (64.9%) missing values	Missing
`home_1st_last_result` has 698 (2.9%) missing values	Missing
`away_1st_last_result` has 702 (2.9%) missing values	Missing
`home_team_goal` has 5391 (22.6%) zeros	Zeros
`away_team_goal` has 7898 (33.1%) zeros	Zeros
`shoton_away` has 5893 (24.7%) zeros	Zeros
`shoton_home` has 5784 (24.2%) zeros	Zeros
`shotoff_away` has 5859 (24.5%) zeros	Zeros
`shotoff_home` has 5760 (24.1%) zeros	Zeros
`foulcommit_home` has 5712 (23.9%) zeros	Zeros
`foulcommit_away` has 5711 (23.9%) zeros	Zeros
`card_home` has 2010 (8.4%) zeros	Zeros
`card_away` has 1295 (5.4%) zeros	Zeros
`cross_home` has 5713 (23.9%) zeros	Zeros
`cross_away` has 5716 (23.9%) zeros	Zeros

Reproduction

Analysis started	2023-01-31 03:51:51.608654
Analysis finished	2023-01-31 03:52:40.069043
Duration	48.46 seconds
Software version	pandas-profiling v3.6.5
Download configuration	config.json

country_id
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11508.694

Minimum	1
Maximum	24558
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4769
median	10257
Q3	19694
95-th percentile	24558
Maximum	24558
Range	24557
Interquartile range (IQR)	14925

Descriptive statistics

Standard deviation	7646.495
Coefficient of variation (CV)	0.66441034
Kurtosis	-1.2915254
Mean	11508.694
Median Absolute Deviation (MAD)	7385
Skewness	0.11192298
Sum	2.7500023 × 10⁸
Variance	58468885
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1729	3040	12.7%
4769	3020	12.6%
10257	3017	12.6%
21518	3017	12.6%
7809	2424	10.1%
13274	2218	9.3%
17642	1868	7.8%
19694	1797	7.5%
1	1501	6.3%
24558	1293	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1501	6.3%
1729	3040	12.7%
4769	3020	12.6%
7809	2424	10.1%
10257	3017	12.6%
13274	2218	9.3%
15722	700	2.9%
17642	1868	7.8%
19694	1797	7.5%
21518	3017	12.6%

Value	Count	Frequency (%)
24558	1293	5.4%
21518	3017	12.6%
19694	1797	7.5%
17642	1868	7.8%
15722	700	2.9%
13274	2218	9.3%
10257	3017	12.6%
7809	2424	10.1%
4769	3020	12.6%
1729	3040	12.7%

season
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.6804

Minimum	2008
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	2008
5-th percentile	2008
Q1	2010
median	2012
Q3	2014
95-th percentile	2015
Maximum	2015
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.2657476
Coefficient of variation (CV)	0.001126296
Kurtosis	-1.2294106
Mean	2011.6804
Median Absolute Deviation (MAD)	2
Skewness	-0.06996398
Sum	48069102
Variance	5.133612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2014	3315	13.9%
2015	3312	13.9%
2012	3007	12.6%
2010	3005	12.6%
2013	2994	12.5%
2011	2975	12.5%
2009	2935	12.3%
2008	2352	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2008	2352	9.8%
2009	2935	12.3%
2010	3005	12.6%
2011	2975	12.5%
2012	3007	12.6%
2013	2994	12.5%
2014	3315	13.9%
2015	3312	13.9%

Value	Count	Frequency (%)
2015	3312	13.9%
2014	3315	13.9%
2013	2994	12.5%
2012	3007	12.6%
2011	2975	12.5%
2010	3005	12.6%
2009	2935	12.3%
2008	2352	9.8%

stage
Real number (ℝ)

Distinct	38
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.548483

Minimum	1
Maximum	38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	10
median	19
Q3	27
95-th percentile	35
Maximum	38
Range	37
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	10.488499
Coefficient of variation (CV)	0.56546396
Kurtosis	-1.1406785
Mean	18.548483
Median Absolute Deviation (MAD)	9
Skewness	0.040796542
Sum	443216
Variance	110.0086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
28	688	2.9%
25	687	2.9%
29	686	2.9%
30	685	2.9%
26	682	2.9%
27	681	2.8%
24	680	2.8%
23	672	2.8%
22	671	2.8%
4	668	2.8%
Other values (28)	17095	71.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	663	2.8%
2	661	2.8%
3	664	2.8%
4	668	2.8%
5	665	2.8%
6	664	2.8%
7	662	2.8%
8	663	2.8%
9	662	2.8%
10	663	2.8%

Value	Count	Frequency (%)
38	360	1.5%
37	365	1.5%
36	404	1.7%
35	405	1.7%
34	570	2.4%
33	573	2.4%
32	572	2.4%
31	571	2.4%
30	685	2.9%
29	686	2.9%

date
Date

Distinct	1634
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Memory size	373.4 KiB

Minimum	2008-08-09 00:00:00
Maximum	2016-05-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

home_team_api_id
Real number (ℝ)

Distinct	294
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10174.722

Minimum	1601
Maximum	274581
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	1601
5-th percentile	7842
Q1	8528
median	9747
Q3	9925
95-th percentile	10251
Maximum	274581
Range	272980
Interquartile range (IQR)	1397

Descriptive statistics

Standard deviation	14589.463
Coefficient of variation (CV)	1.4338929
Kurtosis	209.18864
Mean	10174.722
Median Absolute Deviation (MAD)	1025
Skewness	14.031873
Sum	2.4312499 × 10⁸
Variance	2.1285242 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8689	152	0.6%
8472	152	0.6%
9827	152	0.6%
8302	152	0.6%
9748	152	0.6%
8533	152	0.6%
8668	152	0.6%
8586	152	0.6%
9825	152	0.6%
10260	152	0.6%
Other values (284)	22375	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1601	45	0.2%
1773	45	0.2%
1957	45	0.2%
2033	74	0.3%
2182	45	0.2%
2186	44	0.2%
4049	5	< 0.1%
4064	15	0.1%
4087	76	0.3%
4170	19	0.1%

Value	Count	Frequency (%)
274581	30	0.1%
208931	19	0.1%
188163	17	0.1%
177361	15	0.1%
158085	48	0.2%
108893	17	0.1%
10281	76	0.3%
10278	19	0.1%
10269	135	0.6%
10268	38	0.2%

away_team_api_id
Real number (ℝ)

Distinct	294
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10185.285

Minimum	1601
Maximum	274581
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	1601
5-th percentile	7842
Q1	8528
median	9747
Q3	9925
95-th percentile	10251
Maximum	274581
Range	272980
Interquartile range (IQR)	1397

Descriptive statistics

Standard deviation	14616.995
Coefficient of variation (CV)	1.4351091
Kurtosis	207.72821
Mean	10185.285
Median Absolute Deviation (MAD)	1025
Skewness	13.976375
Sum	2.4337738 × 10⁸
Variance	2.1365654 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8634	152	0.6%
9925	152	0.6%
10194	152	0.6%
8586	152	0.6%
8472	152	0.6%
8456	152	0.6%
8564	152	0.6%
8650	152	0.6%
10252	152	0.6%
9825	152	0.6%
Other values (284)	22375	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1601	45	0.2%
1773	45	0.2%
1957	44	0.2%
2033	73	0.3%
2182	43	0.2%
2186	45	0.2%
4049	6	< 0.1%
4064	15	0.1%
4087	75	0.3%
4170	19	0.1%

Value	Count	Frequency (%)
274581	30	0.1%
208931	19	0.1%
188163	17	0.1%
177361	15	0.1%
158085	48	0.2%
108893	19	0.1%
10281	76	0.3%
10278	19	0.1%
10269	136	0.6%
10268	38	0.2%

home_team_goal
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5518728

Minimum	0
Maximum	10
Zeros	5391
Zeros (%)	22.6%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3021647
Coefficient of variation (CV)	0.83909244
Kurtosis	1.1054055
Mean	1.5518728
Median Absolute Deviation (MAD)	1
Skewness	0.93409359
Sum	37082
Variance	1.6956329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	7719	32.3%
2	5817	24.3%
0	5391	22.6%
3	3051	12.8%
4	1287	5.4%
5	427	1.8%
6	151	0.6%
7	37	0.2%
8	9	< 0.1%
9	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5391	22.6%
1	7719	32.3%
2	5817	24.3%
3	3051	12.8%
4	1287	5.4%
5	427	1.8%
6	151	0.6%
7	37	0.2%
8	9	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
10	2	< 0.1%
9	4	< 0.1%
8	9	< 0.1%
7	37	0.2%
6	151	0.6%
5	427	1.8%
4	1287	5.4%
3	3051	12.8%
2	5817	24.3%
1	7719	32.3%

away_team_goal
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1707889

Minimum	0
Maximum	9
Zeros	7898
Zeros (%)	33.1%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1457012
Coefficient of variation (CV)	0.97857199
Kurtosis	1.4469349
Mean	1.1707889
Median Absolute Deviation (MAD)	1
Skewness	1.0944403
Sum	27976
Variance	1.3126312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	8290	34.7%
0	7898	33.1%
2	4760	19.9%
3	1991	8.3%
4	683	2.9%
5	199	0.8%
6	59	0.2%
7	9	< 0.1%
8	5	< 0.1%
9	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7898	33.1%
1	8290	34.7%
2	4760	19.9%
3	1991	8.3%
4	683	2.9%
5	199	0.8%
6	59	0.2%
7	9	< 0.1%
8	5	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	5	< 0.1%
7	9	< 0.1%
6	59	0.2%
5	199	0.8%
4	683	2.9%
3	1991	8.3%
2	4760	19.9%
1	8290	34.7%
0	7898	33.1%

shoton_away
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.9217944

Minimum	0
Maximum	19
Zeros	5893
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	9
Maximum	19
Range	19
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.2285906
Coefficient of variation (CV)	1.1050027
Kurtosis	0.37468208
Mean	2.9217944
Median Absolute Deviation (MAD)	2
Skewness	0.95756828
Sum	41358
Variance	10.423797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	5893	24.7%
4	1299	5.4%
3	1207	5.1%
5	1161	4.9%
2	961	4.0%
6	917	3.8%
7	731	3.1%
8	560	2.3%
1	550	2.3%
9	339	1.4%
Other values (10)	537	2.2%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5893	24.7%
1	550	2.3%
2	961	4.0%
3	1207	5.1%
4	1299	5.4%
5	1161	4.9%
6	917	3.8%
7	731	3.1%
8	560	2.3%
9	339	1.4%

Value	Count	Frequency (%)
19	2	< 0.1%
18	6	< 0.1%
17	3	< 0.1%
16	4	< 0.1%
15	15	0.1%
14	29	0.1%
13	52	0.2%
12	86	0.4%
11	114	0.5%
10	226	0.9%

shoton_home
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	26
Distinct (%)	0.2%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.6830802

Minimum	0
Maximum	26
Zeros	5784
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	6
95-th percentile	11
Maximum	26
Range	26
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.9238936
Coefficient of variation (CV)	1.0653837
Kurtosis	0.22809631
Mean	3.6830802
Median Absolute Deviation (MAD)	3
Skewness	0.86302017
Sum	52134
Variance	15.396941
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	5784	24.2%
4	1076	4.5%
5	1076	4.5%
6	1021	4.3%
7	965	4.0%
3	873	3.7%
8	752	3.1%
2	578	2.4%
9	551	2.3%
10	414	1.7%
Other values (16)	1065	4.5%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5784	24.2%
1	249	1.0%
2	578	2.4%
3	873	3.7%
4	1076	4.5%
5	1076	4.5%
6	1021	4.3%
7	965	4.0%
8	752	3.1%
9	551	2.3%

Value	Count	Frequency (%)
26	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	2	< 0.1%
21	5	< 0.1%
20	4	< 0.1%
19	7	< 0.1%
18	10	< 0.1%
17	25	0.1%
16	33	0.1%

homewin
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.4 KiB

1	10936
-1	6891
0	6068

Length

Max length	2
Median length	1
Mean length	1.2883867
Min length	1

Characters and Unicode

Total characters	30786
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	-1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10936	45.8%
-1	6891	28.8%
0	6068	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	17827	74.6%
0	6068	25.4%

Most occurring characters

Value	Count	Frequency (%)
1	17827	57.9%
-	6891	22.4%
0	6068	19.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23895	77.6%
Dash Punctuation	6891	22.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	17827	74.6%
0	6068	25.4%

Dash Punctuation

Value	Count	Frequency (%)
-	6891	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	30786	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	17827	57.9%
-	6891	22.4%
0	6068	19.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30786	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	17827	57.9%
-	6891	22.4%
0	6068	19.7%

shotoff_away
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.9788061

Minimum	0
Maximum	19
Zeros	5859
Zeros (%)	24.5%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	9
Maximum	19
Range	19
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1777634
Coefficient of variation (CV)	1.066791
Kurtosis	-0.059128958
Mean	2.9788061
Median Absolute Deviation (MAD)	2
Skewness	0.81250721
Sum	42165
Variance	10.09818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	5859	24.5%
4	1323	5.5%
5	1253	5.2%
3	1211	5.1%
6	1081	4.5%
2	874	3.7%
7	764	3.2%
8	594	2.5%
1	396	1.7%
9	316	1.3%
Other values (10)	484	2.0%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5859	24.5%
1	396	1.7%
2	874	3.7%
3	1211	5.1%
4	1323	5.5%
5	1253	5.2%
6	1081	4.5%
7	764	3.2%
8	594	2.5%
9	316	1.3%

Value	Count	Frequency (%)
19	1	< 0.1%
18	1	< 0.1%
17	2	< 0.1%
16	1	< 0.1%
15	15	0.1%
14	18	0.1%
13	36	0.2%
12	64	0.3%
11	141	0.6%
10	205	0.9%

shotoff_home
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	22
Distinct (%)	0.2%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.7335217

Minimum	0
Maximum	21
Zeros	5760
Zeros (%)	24.1%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	7
95-th percentile	11
Maximum	21
Range	21
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.8533676
Coefficient of variation (CV)	1.0320999
Kurtosis	-0.34156264
Mean	3.7335217
Median Absolute Deviation (MAD)	3
Skewness	0.69853206
Sum	52848
Variance	14.848442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	5760	24.1%
6	1172	4.9%
5	1103	4.6%
4	1054	4.4%
7	944	4.0%
8	804	3.4%
3	802	3.4%
9	618	2.6%
2	516	2.2%
10	450	1.9%
Other values (12)	932	3.9%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5760	24.1%
1	178	0.7%
2	516	2.2%
3	802	3.4%
4	1054	4.4%
5	1103	4.6%
6	1172	4.9%
7	944	4.0%
8	804	3.4%
9	618	2.6%

Value	Count	Frequency (%)
21	1	< 0.1%
20	3	< 0.1%
19	3	< 0.1%
18	8	< 0.1%
17	12	0.1%
16	25	0.1%
15	37	0.2%
14	56	0.2%
13	125	0.5%
12	193	0.8%

foulcommit_home
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	32
Distinct (%)	0.2%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.5424232

Minimum	0
Maximum	32
Zeros	5712
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	13
95-th percentile	19
Maximum	32
Range	32
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.0612056
Coefficient of variation (CV)	0.93619854
Kurtosis	-1.1550249
Mean	7.5424232
Median Absolute Deviation (MAD)	8
Skewness	0.28603457
Sum	106763
Variance	49.860624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	5712	23.9%
12	808	3.4%
13	762	3.2%
11	741	3.1%
14	695	2.9%
10	678	2.8%
9	645	2.7%
15	623	2.6%
16	521	2.2%
8	495	2.1%
Other values (22)	2475	10.4%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5712	23.9%
1	2	< 0.1%
2	15	0.1%
3	33	0.1%
4	78	0.3%
5	157	0.7%
6	294	1.2%
7	384	1.6%
8	495	2.1%
9	645	2.7%

Value	Count	Frequency (%)
32	1	< 0.1%
30	1	< 0.1%
29	6	< 0.1%
28	2	< 0.1%
27	9	< 0.1%
26	24	0.1%
25	25	0.1%
24	45	0.2%
23	69	0.3%
22	89	0.4%

foulcommit_away
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	32
Distinct (%)	0.2%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.876722

Minimum	0
Maximum	32
Zeros	5711
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	14
95-th percentile	20
Maximum	32
Range	32
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	7.3314217
Coefficient of variation (CV)	0.93077066
Kurtosis	-1.1897847
Mean	7.876722
Median Absolute Deviation (MAD)	9
Skewness	0.25920391
Sum	111495
Variance	53.749744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	5711	23.9%
12	777	3.3%
13	751	3.1%
11	717	3.0%
15	694	2.9%
14	693	2.9%
10	674	2.8%
16	579	2.4%
9	574	2.4%
8	443	1.9%
Other values (22)	2542	10.6%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5711	23.9%
1	9	< 0.1%
2	9	< 0.1%
3	34	0.1%
4	46	0.2%
5	138	0.6%
6	195	0.8%
7	299	1.3%
8	443	1.9%
9	574	2.4%

Value	Count	Frequency (%)
32	1	< 0.1%
30	3	< 0.1%
29	11	< 0.1%
28	9	< 0.1%
27	16	0.1%
26	26	0.1%
25	42	0.2%
24	49	0.2%
23	80	0.3%
22	119	0.5%

card_home
Real number (ℝ)

MISSING ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.9865772

Minimum	0
Maximum	10
Zeros	2010
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4217732
Coefficient of variation (CV)	0.71568991
Kurtosis	0.4959966
Mean	1.9865772
Median Absolute Deviation (MAD)	1
Skewness	0.70680794
Sum	28120
Variance	2.0214391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	3803	15.9%
2	3784	15.8%
3	2547	10.7%
0	2010	8.4%
4	1265	5.3%
5	511	2.1%
6	175	0.7%
7	42	0.2%
8	14	0.1%
9	3	< 0.1%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2010	8.4%
1	3803	15.9%
2	3784	15.8%
3	2547	10.7%
4	1265	5.3%
5	511	2.1%
6	175	0.7%
7	42	0.2%
8	14	0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	3	< 0.1%
8	14	0.1%
7	42	0.2%
6	175	0.7%
5	511	2.1%
4	1265	5.3%
3	2547	10.7%
2	3784	15.8%
1	3803	15.9%

card_away
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.3569763

Minimum	0
Maximum	12
Zeros	1295
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5011935
Coefficient of variation (CV)	0.63691497
Kurtosis	0.50225296
Mean	2.3569763
Median Absolute Deviation (MAD)	1
Skewness	0.6181546
Sum	33363
Variance	2.2535819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	3803	15.9%
1	3081	12.9%
3	3007	12.6%
4	1764	7.4%
0	1295	5.4%
5	803	3.4%
6	285	1.2%
7	82	0.3%
8	21	0.1%
9	11	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1295	5.4%
1	3081	12.9%
2	3803	15.9%
3	3007	12.6%
4	1764	7.4%
5	803	3.4%
6	285	1.2%
7	82	0.3%
8	21	0.1%
9	11	< 0.1%

Value	Count	Frequency (%)
12	1	< 0.1%
11	1	< 0.1%
10	1	< 0.1%
9	11	< 0.1%
8	21	0.1%
7	82	0.3%
6	285	1.2%
5	803	3.4%
4	1764	7.4%
3	3007	12.6%

cross_home
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	61
Distinct (%)	0.4%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	11.258001

Minimum	0
Maximum	72
Zeros	5713
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11
Q3	19
95-th percentile	31
Maximum	72
Range	72
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.215558
Coefficient of variation (CV)	0.99622998
Kurtosis	-0.33001053
Mean	11.258001
Median Absolute Deviation (MAD)	11
Skewness	0.62187079
Sum	159357
Variance	125.78874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5713	23.9%
15	479	2.0%
17	458	1.9%
14	458	1.9%
16	433	1.8%
19	419	1.8%
13	419	1.8%
18	404	1.7%
21	368	1.5%
12	360	1.5%
Other values (51)	4644	19.4%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5713	23.9%
1	3	< 0.1%
2	12	0.1%
3	29	0.1%
4	48	0.2%
5	85	0.4%
6	92	0.4%
7	163	0.7%
8	195	0.8%
9	253	1.1%

Value	Count	Frequency (%)
72	1	< 0.1%
62	1	< 0.1%
61	2	< 0.1%
59	1	< 0.1%
56	1	< 0.1%
55	2	< 0.1%
54	4	< 0.1%
53	2	< 0.1%
52	4	< 0.1%
51	2	< 0.1%

cross_away
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	54
Distinct (%)	0.4%
Missing	9740
Missing (%)	40.8%
Infinite	0
Infinite (%)	0.0%
Mean	8.8007065

Minimum	0
Maximum	59
Zeros	5716
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	15
95-th percentile	25
Maximum	59
Range	59
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.0574478
Coefficient of variation (CV)	1.0291728
Kurtosis	0.067566668
Mean	8.8007065
Median Absolute Deviation (MAD)	8
Skewness	0.76619198
Sum	124574
Variance	82.03736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5716	23.9%
13	527	2.2%
12	526	2.2%
14	491	2.1%
9	488	2.0%
11	484	2.0%
10	476	2.0%
15	457	1.9%
16	448	1.9%
8	425	1.8%
Other values (44)	4117	17.2%
(Missing)	9740	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5716	23.9%
1	20	0.1%
2	36	0.2%
3	102	0.4%
4	142	0.6%
5	219	0.9%
6	274	1.1%
7	352	1.5%
8	425	1.8%
9	488	2.0%

Value	Count	Frequency (%)
59	1	< 0.1%
55	2	< 0.1%
54	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
47	2	< 0.1%
46	4	< 0.1%
45	2	< 0.1%
44	4	< 0.1%

possession_home
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	558
Distinct (%)	6.6%
Missing	15496
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	51.798543

Minimum	19.5
Maximum	81.125
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	19.5
5-th percentile	35.75
Q1	45.75
median	52
Q3	58
95-th percentile	67.025
Maximum	81.125
Range	61.625
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	9.3976192
Coefficient of variation (CV)	0.18142633
Kurtosis	0.036166007
Mean	51.798543
Median Absolute Deviation (MAD)	6
Skewness	-0.10121492
Sum	435055.96
Variance	88.315248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	116	0.5%
51	107	0.4%
53	101	0.4%
56	98	0.4%
54	97	0.4%
51.25	96	0.4%
48	94	0.4%
49	93	0.4%
54.5	93	0.4%
54.25	90	0.4%
Other values (548)	7414	31.0%
(Missing)	15496	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.5	1	< 0.1%
21.25	1	< 0.1%
21.5	1	< 0.1%
21.75	1	< 0.1%
22	2	< 0.1%
22.25	1	< 0.1%
22.5	4	< 0.1%
22.75	1	< 0.1%
23	1	< 0.1%
23.25	1	< 0.1%

Value	Count	Frequency (%)
81.125	1	< 0.1%
81	1	< 0.1%
80.25	1	< 0.1%
79.75	3	< 0.1%
79	1	< 0.1%
78.66666667	1	< 0.1%
78.5	3	< 0.1%
78	2	< 0.1%
77.75	2	< 0.1%
77.66666667	1	< 0.1%

possession_away
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	558
Distinct (%)	6.6%
Missing	15496
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	48.201457

Minimum	18.875
Maximum	80.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	18.875
5-th percentile	32.975
Q1	42
median	48
Q3	54.25
95-th percentile	64.25
Maximum	80.5
Range	61.625
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	9.3976192
Coefficient of variation (CV)	0.19496546
Kurtosis	0.036166007
Mean	48.201457
Median Absolute Deviation (MAD)	6
Skewness	0.10121492
Sum	404844.04
Variance	88.315248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	116	0.5%
49	107	0.4%
47	101	0.4%
44	98	0.4%
46	97	0.4%
48.75	96	0.4%
52	94	0.4%
51	93	0.4%
45.5	93	0.4%
45.75	90	0.4%
Other values (548)	7414	31.0%
(Missing)	15496	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.875	1	< 0.1%
19	1	< 0.1%
19.75	1	< 0.1%
20.25	3	< 0.1%
21	1	< 0.1%
21.33333333	1	< 0.1%
21.5	3	< 0.1%
22	2	< 0.1%
22.25	2	< 0.1%
22.33333333	1	< 0.1%

Value	Count	Frequency (%)
80.5	1	< 0.1%
78.75	1	< 0.1%
78.5	1	< 0.1%
78.25	1	< 0.1%
78	2	< 0.1%
77.75	1	< 0.1%
77.5	4	< 0.1%
77.25	1	< 0.1%
77	1	< 0.1%
76.75	1	< 0.1%

home_formation
Real number (ℝ)

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3624.1269

Minimum	163
Maximum	41221
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	163
5-th percentile	433
Q1	442
median	451
Q3	4231
95-th percentile	4411
Maximum	41221
Range	41058
Interquartile range (IQR)	3789

Descriptive statistics

Standard deviation	7778.1591
Coefficient of variation (CV)	2.146216
Kurtosis	18.209209
Mean	3624.1269
Median Absolute Deviation (MAD)	99
Skewness	4.3479834
Sum	86598513
Variance	60499758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
4231	6381	26.7%
442	6320	26.4%
433	4332	18.1%
451	931	3.9%
4411	876	3.7%
352	682	2.9%
4312	680	2.8%
4141	627	2.6%
41212	557	2.3%
4222	548	2.3%
Other values (17)	1961	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
163	1	< 0.1%
343	283	1.2%
352	682	2.9%
433	4332	18.1%
442	6320	26.4%
451	931	3.9%
532	186	0.8%
541	69	0.3%
1333	1	< 0.1%
3232	13	0.1%

Value	Count	Frequency (%)
41221	371	1.6%
41212	557	2.3%
14221	1	< 0.1%
5311	2	< 0.1%
4411	876	3.7%
4321	239	1.0%
4312	680	2.8%
4231	6381	26.7%
4222	548	2.3%
4213	34	0.1%

away_formation
Real number (ℝ)

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3549.5288

Minimum	343
Maximum	133111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.4 KiB

Quantile statistics

Minimum	343
5-th percentile	433
Q1	442
median	451
Q3	4231
95-th percentile	4411
Maximum	133111
Range	132768
Interquartile range (IQR)	3789

Descriptive statistics

Standard deviation	7625.9963
Coefficient of variation (CV)	2.1484531
Kurtosis	22.327347
Mean	3549.5288
Median Absolute Deviation (MAD)	99
Skewness	4.5886717
Sum	84815991
Variance	58155819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
4231	6398	26.8%
442	5970	25.0%
433	4320	18.1%
451	1212	5.1%
4411	845	3.5%
4141	705	3.0%
352	692	2.9%
4312	612	2.6%
4222	541	2.3%
41212	510	2.1%
Other values (18)	2090	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
343	281	1.2%
352	692	2.9%
433	4320	18.1%
442	5970	25.0%
451	1212	5.1%
532	191	0.8%
541	135	0.6%
3232	16	0.1%
3331	13	0.1%
3412	134	0.6%

Value	Count	Frequency (%)
133111	1	< 0.1%
41221	365	1.5%
41212	510	2.1%
33211	1	< 0.1%
32311	1	< 0.1%
31312	1	< 0.1%
5311	2	< 0.1%
4411	845	3.5%
4321	262	1.1%
4312	612	2.6%

winning_team
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.4 KiB

1	10936
3	6891
2	6068

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23895
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

Most occurring characters

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23895	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23895	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23895	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10936	45.8%
3	6891	28.8%
2	6068	25.4%

home_team_result
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.4 KiB

Win	10936
Loss	6891
Draw	6068

Length

Max length	4
Median length	4
Mean length	3.542331
Min length	3

Characters and Unicode

Total characters	84644
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Draw
2nd row	Win
3rd row	Win
4th row	Loss
5th row	Win

Common Values

Value	Count	Frequency (%)
Win	10936	45.8%
Loss	6891	28.8%
Draw	6068	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
win	10936	45.8%
loss	6891	28.8%
draw	6068	25.4%

Most occurring characters

Value	Count	Frequency (%)
s	13782	16.3%
W	10936	12.9%
i	10936	12.9%
n	10936	12.9%
L	6891	8.1%
o	6891	8.1%
D	6068	7.2%
r	6068	7.2%
a	6068	7.2%
w	6068	7.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	60749	71.8%
Uppercase Letter	23895	28.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	13782	22.7%
i	10936	18.0%
n	10936	18.0%
o	6891	11.3%
r	6068	10.0%
a	6068	10.0%
w	6068	10.0%

Uppercase Letter

Value	Count	Frequency (%)
W	10936	45.8%
L	6891	28.8%
D	6068	25.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	84644	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	13782	16.3%
W	10936	12.9%
i	10936	12.9%
n	10936	12.9%
L	6891	8.1%
o	6891	8.1%
D	6068	7.2%
r	6068	7.2%
a	6068	7.2%
w	6068	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	84644	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	13782	16.3%
W	10936	12.9%
i	10936	12.9%
n	10936	12.9%
L	6891	8.1%
o	6891	8.1%
D	6068	7.2%
r	6068	7.2%
a	6068	7.2%
w	6068	7.2%

away_team_result
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.4 KiB

Loss	10936
Win	6891
Draw	6068

Length

Max length	4
Median length	4
Mean length	3.7116133
Min length	3

Characters and Unicode

Total characters	88689
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Draw
2nd row	Loss
3rd row	Loss
4th row	Win
5th row	Loss

Common Values

Value	Count	Frequency (%)
Loss	10936	45.8%
Win	6891	28.8%
Draw	6068	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
loss	10936	45.8%
win	6891	28.8%
draw	6068	25.4%

Most occurring characters

Value	Count	Frequency (%)
s	21872	24.7%
L	10936	12.3%
o	10936	12.3%
W	6891	7.8%
i	6891	7.8%
n	6891	7.8%
D	6068	6.8%
r	6068	6.8%
a	6068	6.8%
w	6068	6.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64794	73.1%
Uppercase Letter	23895	26.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	21872	33.8%
o	10936	16.9%
i	6891	10.6%
n	6891	10.6%
r	6068	9.4%
a	6068	9.4%
w	6068	9.4%

Uppercase Letter

Value	Count	Frequency (%)
L	10936	45.8%
W	6891	28.8%
D	6068	25.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	88689	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	21872	24.7%
L	10936	12.3%
o	10936	12.3%
W	6891	7.8%
i	6891	7.8%
n	6891	7.8%
D	6068	6.8%
r	6068	6.8%
a	6068	6.8%
w	6068	6.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	88689	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	21872	24.7%
L	10936	12.3%
o	10936	12.3%
W	6891	7.8%
i	6891	7.8%
n	6891	7.8%
D	6068	6.8%
r	6068	6.8%
a	6068	6.8%
w	6068	6.8%

home_1st_last_result
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	698
Missing (%)	2.9%
Memory size	373.4 KiB

Win	10584
Loss	6638
Draw	5975

Length

Max length	4
Median length	4
Mean length	3.5437341
Min length	3

Characters and Unicode

Total characters	82204
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Draw
2nd row	Win
3rd row	Win
4th row	Draw
5th row	Win

Common Values

Value	Count	Frequency (%)
Win	10584	44.3%
Loss	6638	27.8%
Draw	5975	25.0%
(Missing)	698	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
win	10584	45.6%
loss	6638	28.6%
draw	5975	25.8%

Most occurring characters

Value	Count	Frequency (%)
s	13276	16.2%
W	10584	12.9%
i	10584	12.9%
n	10584	12.9%
L	6638	8.1%
o	6638	8.1%
D	5975	7.3%
r	5975	7.3%
a	5975	7.3%
w	5975	7.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	59007	71.8%
Uppercase Letter	23197	28.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	13276	22.5%
i	10584	17.9%
n	10584	17.9%
o	6638	11.2%
r	5975	10.1%
a	5975	10.1%
w	5975	10.1%

Uppercase Letter

Value	Count	Frequency (%)
W	10584	45.6%
L	6638	28.6%
D	5975	25.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	82204	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	13276	16.2%
W	10584	12.9%
i	10584	12.9%
n	10584	12.9%
L	6638	8.1%
o	6638	8.1%
D	5975	7.3%
r	5975	7.3%
a	5975	7.3%
w	5975	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	82204	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	13276	16.2%
W	10584	12.9%
i	10584	12.9%
n	10584	12.9%
L	6638	8.1%
o	6638	8.1%
D	5975	7.3%
r	5975	7.3%
a	5975	7.3%
w	5975	7.3%

away_1st_last_result
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	702
Missing (%)	2.9%
Memory size	373.4 KiB

Loss	10612
Win	6683
Draw	5898

Length

Max length	4
Median length	4
Mean length	3.7118527
Min length	3

Characters and Unicode

Total characters	86089
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Loss
2nd row	Draw
3rd row	Win
4th row	Loss
5th row	Loss

Common Values

Value	Count	Frequency (%)
Loss	10612	44.4%
Win	6683	28.0%
Draw	5898	24.7%
(Missing)	702	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
loss	10612	45.8%
win	6683	28.8%
draw	5898	25.4%

Most occurring characters

Value	Count	Frequency (%)
s	21224	24.7%
L	10612	12.3%
o	10612	12.3%
W	6683	7.8%
i	6683	7.8%
n	6683	7.8%
D	5898	6.9%
r	5898	6.9%
a	5898	6.9%
w	5898	6.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	62896	73.1%
Uppercase Letter	23193	26.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	21224	33.7%
o	10612	16.9%
i	6683	10.6%
n	6683	10.6%
r	5898	9.4%
a	5898	9.4%
w	5898	9.4%

Uppercase Letter

Value	Count	Frequency (%)
L	10612	45.8%
W	6683	28.8%
D	5898	25.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	86089	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	21224	24.7%
L	10612	12.3%
o	10612	12.3%
W	6683	7.8%
i	6683	7.8%
n	6683	7.8%
D	5898	6.9%
r	5898	6.9%
a	5898	6.9%
w	5898	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	86089	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	21224	24.7%
L	10612	12.3%
o	10612	12.3%
W	6683	7.8%
i	6683	7.8%
n	6683	7.8%
D	5898	6.9%
r	5898	6.9%
a	5898	6.9%
w	5898	6.9%

Auto

Heatmap
Table

	country_id	season	stage	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	shoton_away	shoton_home	shotoff_away	shotoff_home	foulcommit_home	foulcommit_away	card_home	card_away	cross_home	cross_away	possession_home	possession_away	home_formation	away_formation	homewin	winning_team	home_team_result	away_team_result	home_1st_last_result	away_1st_last_result
country_id	1.000	0.037	0.010	-0.022	-0.021	0.008	0.011	-0.245	-0.252	-0.237	-0.243	-0.114	-0.135	0.271	0.244	-0.272	-0.270	0.008	-0.008	0.027	0.027	0.025	0.025	0.025	0.025	0.028	0.026
season	0.037	1.000	-0.028	-0.048	-0.051	-0.002	0.021	0.176	0.171	0.147	0.140	0.195	0.199	0.014	-0.011	0.147	0.158	0.006	-0.006	-0.240	-0.242	0.010	0.010	0.010	0.010	0.014	0.018
stage	0.010	-0.028	1.000	0.001	0.004	0.014	0.001	-0.029	-0.032	-0.035	-0.031	-0.048	-0.055	-0.028	-0.048	-0.026	-0.028	-0.002	0.002	0.002	0.002	0.016	0.016	0.016	0.016	0.018	0.018
home_team_api_id	-0.022	-0.048	0.001	1.000	0.046	0.037	-0.008	0.015	0.005	0.015	0.003	-0.001	0.000	-0.034	-0.035	0.020	0.012	0.016	-0.016	0.070	0.051	0.020	0.020	0.020	0.020	0.006	0.010
away_team_api_id	-0.021	-0.051	0.004	0.046	1.000	-0.009	0.014	0.000	0.019	0.005	0.023	0.015	0.016	-0.027	-0.038	0.020	0.017	-0.026	0.026	0.058	0.066	0.009	0.009	0.009	0.009	0.000	0.011
home_team_goal	0.008	-0.002	0.014	0.037	-0.009	1.000	-0.049	-0.029	0.024	-0.030	0.004	-0.032	-0.009	-0.115	0.040	-0.031	-0.002	0.214	-0.214	-0.004	0.006	0.454	0.454	0.454	0.454	0.039	0.024
away_team_goal	0.011	0.021	0.001	-0.008	0.014	-0.049	1.000	0.033	-0.014	0.017	-0.011	0.017	-0.002	0.136	-0.031	0.020	-0.014	-0.170	0.170	0.002	-0.013	0.485	0.485	0.485	0.485	0.024	0.037
shoton_away	-0.245	0.176	-0.029	0.015	0.000	-0.029	0.033	1.000	0.726	0.819	0.716	0.772	0.745	-0.008	-0.050	0.722	0.838	-0.313	0.313	0.239	0.194	0.040	0.040	0.040	0.040	0.024	0.038
shoton_home	-0.252	0.171	-0.032	0.005	0.019	0.024	-0.014	0.726	1.000	0.716	0.833	0.743	0.764	-0.073	-0.020	0.847	0.727	0.325	-0.325	0.223	0.221	0.025	0.025	0.025	0.025	0.033	0.017
shotoff_away	-0.237	0.147	-0.035	0.015	0.005	-0.030	0.017	0.819	0.716	1.000	0.724	0.771	0.747	-0.011	-0.059	0.721	0.846	-0.288	0.288	0.241	0.202	0.028	0.028	0.028	0.028	0.029	0.028
shotoff_home	-0.243	0.140	-0.031	0.003	0.023	0.004	-0.011	0.716	0.833	0.724	1.000	0.743	0.769	-0.075	-0.009	0.853	0.724	0.303	-0.303	0.230	0.231	0.014	0.014	0.014	0.014	0.040	0.024
foulcommit_home	-0.114	0.195	-0.048	-0.001	0.015	-0.032	0.017	0.772	0.743	0.771	0.743	1.000	0.836	0.112	0.034	0.752	0.777	-0.162	0.162	0.193	0.169	0.037	0.037	0.037	0.037	0.035	0.000
foulcommit_away	-0.135	0.199	-0.055	0.000	0.016	-0.009	-0.002	0.745	0.764	0.747	0.769	0.836	1.000	0.016	0.117	0.767	0.763	0.078	-0.078	0.192	0.174	0.021	0.021	0.021	0.021	0.022	0.023
card_home	0.271	0.014	-0.028	-0.034	-0.027	-0.115	0.136	-0.008	-0.073	-0.011	-0.075	0.112	0.016	1.000	0.255	-0.062	-0.028	-0.146	0.146	-0.029	-0.050	0.105	0.105	0.105	0.105	0.036	0.025
card_away	0.244	-0.011	-0.048	-0.035	-0.038	0.040	-0.031	-0.050	-0.020	-0.059	-0.009	0.034	0.117	0.255	1.000	-0.019	-0.054	0.082	-0.082	-0.045	-0.033	0.051	0.051	0.051	0.051	0.000	0.023
cross_home	-0.272	0.147	-0.026	0.020	0.020	-0.031	0.020	0.722	0.847	0.721	0.853	0.752	0.767	-0.062	-0.019	1.000	0.759	0.285	-0.285	0.239	0.238	0.063	0.063	0.063	0.063	0.022	0.024
cross_away	-0.270	0.158	-0.028	0.012	0.017	-0.002	-0.014	0.838	0.727	0.846	0.724	0.777	0.763	-0.028	-0.054	0.759	1.000	-0.323	0.323	0.251	0.213	0.052	0.052	0.052	0.052	0.029	0.003
possession_home	0.008	0.006	-0.002	0.016	-0.026	0.214	-0.170	-0.313	0.325	-0.288	0.303	-0.162	0.078	-0.146	0.082	0.285	-0.323	1.000	-1.000	-0.059	0.068	0.162	0.162	0.162	0.162	0.052	0.086
possession_away	-0.008	-0.006	0.002	-0.016	0.026	-0.214	0.170	0.313	-0.325	0.288	-0.303	0.162	-0.078	0.146	-0.082	-0.285	0.323	-1.000	1.000	0.059	-0.068	0.162	0.162	0.162	0.162	0.052	0.086
home_formation	0.027	-0.240	0.002	0.070	0.058	-0.004	0.002	0.239	0.223	0.241	0.230	0.193	0.192	-0.029	-0.045	0.239	0.251	-0.059	0.059	1.000	0.427	0.043	0.043	0.043	0.043	0.028	0.011
away_formation	0.027	-0.242	0.002	0.051	0.066	0.006	-0.013	0.194	0.221	0.202	0.231	0.169	0.174	-0.050	-0.033	0.238	0.213	0.068	-0.068	0.427	1.000	0.041	0.041	0.041	0.041	0.012	0.033
homewin	0.025	0.010	0.016	0.020	0.009	0.454	0.485	0.040	0.025	0.028	0.014	0.037	0.021	0.105	0.051	0.063	0.052	0.162	0.162	0.043	0.041	1.000	1.000	1.000	1.000	0.037	0.046
winning_team	0.025	0.010	0.016	0.020	0.009	0.454	0.485	0.040	0.025	0.028	0.014	0.037	0.021	0.105	0.051	0.063	0.052	0.162	0.162	0.043	0.041	1.000	1.000	1.000	1.000	0.037	0.046
home_team_result	0.025	0.010	0.016	0.020	0.009	0.454	0.485	0.040	0.025	0.028	0.014	0.037	0.021	0.105	0.051	0.063	0.052	0.162	0.162	0.043	0.041	1.000	1.000	1.000	1.000	0.037	0.046
away_team_result	0.025	0.010	0.016	0.020	0.009	0.454	0.485	0.040	0.025	0.028	0.014	0.037	0.021	0.105	0.051	0.063	0.052	0.162	0.162	0.043	0.041	1.000	1.000	1.000	1.000	0.037	0.046
home_1st_last_result	0.028	0.014	0.018	0.006	0.000	0.039	0.024	0.024	0.033	0.029	0.040	0.035	0.022	0.036	0.000	0.022	0.029	0.052	0.052	0.028	0.012	0.037	0.037	0.037	0.037	1.000	0.004
away_1st_last_result	0.026	0.018	0.018	0.010	0.011	0.024	0.037	0.038	0.017	0.028	0.024	0.000	0.023	0.025	0.023	0.024	0.003	0.086	0.086	0.011	0.033	0.046	0.046	0.046	0.046	0.004	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	country_id	season	stage	date	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	shoton_away	shoton_home	homewin	shotoff_away	shotoff_home	foulcommit_home	foulcommit_away	card_home	card_away	cross_home	cross_away	possession_home	possession_away	home_formation	away_formation	winning_team	home_team_result	away_team_result	home_1st_last_result	away_1st_last_result
match_api_id
493016	1	2008	24	2009-02-28	9996	8635	1	1	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	2	Draw	Draw	NaN	NaN
493017	1	2008	24	2009-02-27	8203	9987	2	1	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	NaN	NaN
493018	1	2008	24	2009-02-28	9986	9998	3	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	NaN	NaN
493020	1	2008	24	2009-03-01	9994	9991	0	1	NaN	NaN	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	3	Loss	Win	NaN	NaN
493021	1	2008	24	2009-02-28	8342	9999	2	1	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	NaN	NaN
493022	1	2008	24	2009-02-28	9993	8571	3	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	NaN	NaN
493023	1	2008	24	2009-02-28	7947	4049	4	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	NaN	NaN
493024	1	2008	24	2009-02-28	10000	10001	1	1	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	2	Draw	Draw	NaN	NaN
493025	1	2008	25	2009-03-08	9984	8342	1	3	NaN	NaN	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	3	Loss	Win	NaN	Loss
493027	1	2008	25	2009-03-07	8635	10000	2	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	442	1	Win	Loss	Draw	Draw

	country_id	season	stage	date	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	shoton_away	shoton_home	homewin	shotoff_away	shotoff_home	foulcommit_home	foulcommit_away	card_home	card_away	cross_home	cross_away	possession_home	possession_away	home_formation	away_formation	winning_team	home_team_result	away_team_result	home_1st_last_result	away_1st_last_result
match_api_id
1992084	24558	2015	7	2015-08-30	9931	10243	3	1	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4231	442	1	Win	Loss	Win	Win
1992085	24558	2015	7	2015-08-30	9956	10192	3	2	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4231	4231	1	Win	Loss	Loss	Win
1992086	24558	2015	8	2015-09-12	9931	10190	2	1	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4231	4141	1	Win	Loss	Win	Loss
1992087	24558	2015	8	2015-09-12	10192	9824	4	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	433	1	Win	Loss	Win	Loss
1992088	24558	2015	8	2015-09-13	10199	9956	3	3	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41212	4231	2	Draw	Draw	Loss	Loss
1992089	24558	2015	8	2015-09-13	10243	10191	3	3	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	4231	2	Draw	Draw	Win	Win
1992091	24558	2015	9	2015-09-22	10190	10191	1	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4231	4231	1	Win	Loss	Win	Draw
1992092	24558	2015	9	2015-09-23	9824	10199	1	2	NaN	NaN	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3412	433	3	Loss	Win	Win	Draw
1992093	24558	2015	9	2015-09-23	9956	10179	2	0	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4231	4231	1	Win	Loss	Draw	Win
1992095	24558	2015	9	2015-09-23	10192	9931	4	3	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	442	4231	1	Win	Loss	Win	Loss

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts